Automated characterization of network-based applications

Abstract

The present disclosure relate to systems and methods for providing a network-based application characterization in prior to deploying a network-based application. An application characterization service may obtain, a configured network based application, the configured network based application corresponds to a set of application attributes of one or more network services from a plurality of network services, in response to obtaining the configured network based application, identify inputs, the identified inputs representing attributes of the configured network based application, wherein each attribute of the identified inputs provided via a generative agent comprising a context window and a prompt, truncate the identified inputs, perform context window curation, dynamically update the prompt, and perform risk assessment on the updated prompt.